... stylesheet never fired. Real repositories look different. One benchmark pre-applied the fix to 200 issues and reopened them for five recent models in their vendors' harnesses. The right patch is empty; 35 to 65% of instances got an edit to executable code anyway, and in the authors' analysis of one model's failed traces, 87.1% had modified code unrelated to the issue. Task wording moved that figure a long way in both directions. Telling the agent to "edit

... live. The new Transcript panel turns spoken words into an editing surface. Transcribe locally on your Mac, select a passage, preview it, then split, delete with gap closing, or create a new sequence from the selection. AVE can also surface filler words and long pauses for review, and generate captions that stay aligned as the timeline changes. The editor itself is still the source of truth: every result lands on a real, editable

... fair on a pricing page and it quietly taught people to accept whatever came out first, because a fix cost the same as another roll of the dice. We split the meter earlier this year. Generation costs credits, editing something you already paid for is free. Edits

... prompt can rewrite sections that were already useful. With Paste Code, you start with the HTML you already have and work from the rendered page. You can refine supported visible text and layout, replace images, add links, insert and edit tables, lock completed elements, remove distractions, preview the whole page, and export Edited

... founder and CEO of Someple. Before starting Someple, I worked as a video editor and spent countless hours reviewing raw footage, searching for usable moments, organizing storylines, and explaining editing decisions to creators and teams. The short version: Someple analyzes long-form video, turns it into a searchable transcript and timeline, summarizes what happened, and helps you find the moments worth editing

... Most AI video products focus on the final output: generating clips, adding captions, or automating edits. With Someple, we re working on an earlier and less visible part of the workflow the decisions that happen before editing

... keeping the original font style, color, position, layout, and background looking natural. I built the imagetexteditor.dev editor around this idea. You can upload an image, choose the text you want to change, enter new text, and generate an edited version. I m currently trying to improve the editing

... Hunters! We are building Picchi, an AI photo editing app, and we're currently fine-tuning our feature naming for English users. We d love to get your thoughts on two key features! How these two features work: Feature 1: Upload 3 7 pairs of your "before & after" photos, and AI learns your unique editing

... Existing HTML can look complete in a browser and still be difficult to edit. The challenge becomes clearer when one file combines standard HTML with SVG, Canvas, IFrame content, positioned elements, and nested tables. HtmlDrag gives teams a visual finishing workflow for existing HTML. Upload a file, import a URL, or paste code, then establish a baseline with ordinary content before checking the special structures. The important distinction is the editing

... computation still consumes energy. Reducing unnecessary review, rewriting, and repeated correction can reduce wasted computation good for efficiency, and potentially better for the planet even when it does not directly affect your wallet. 1. Make scoped edits without manually changing your code Nodarama Verbatim lets you apply narrow, targeted edits

... contract is deliberately narrow. It imports 8-bit RGB/RGBA PSD layers as raster layers and retains names, bounds, blend-mode keys, opacity, and visibility in its session/XMP manifest. It does not reconstruct Photoshop layer styles, smart objects, adjustment layers, editable text/vector structure, or masks as editable

... structure, rewrite copy, improve CTA wording, adjust colors, inspect sections, and prepare the page for sharing or delivery. That is the workflow HtmlDrag focuses on. With AI Creator, users can start from a text prompt and generate an editable HTML landing page. Then, inside HtmlDrag, they can continue visually: select text directly on the page, adjust styling, review the full layout, save versions, share previews, copy HTML, or export clean HTML. This is especially useful for founders, marketers, product teams ... ... freelancers, and non-developers who want to finish AI-generated page drafts without manually editing

... localization pipeline  wraps the core translate step with optional stages, each independently toggleable per engine and overridable per job: Pre-localization AI edit .  An AI agent cleans the source payload before translation, so a single source error doesn't propagate across every target locale. Post-localization human edit

... Something that surprised me while building this week: "OpenAI-compatible" is a statement about the API shape, not about how code edits are expressed inside it. Aider does not use tool calls. It sends edits

... editors that phone home. CapCut sends data to ByteDance. Descript uploads everything to AWS. Runway is cloud-only and credits-based. We wanted an editor that stays on your hardware. Here's what you get: AI that runs locally: - Edit video by editing

... from mono.(@shakutovbekzat): Here s my stack for building mobile apps today: Antigravity + Codex (AI Agent): Switched to this setup recently. Previously, VS Code's built-in AI had the best quota value, but after the recent updates, Antigravity + Codex is by far the most cost-efficient and powerful option for terminal tasks and file edits

... file paste it. Seven steps for a one-line change. I built LiveStyleSync to make it one step. What it is LiveStyleSync adds a small panel on top of your Vite app in dev mode. You click any element, edit CSS properties directly in the panel, and the change is written to your source file. Vite HMR picks it up instantly no page reload. Click element edit

... story window. Usable accounts now share the same 12-month story access window. Recent older stories no longer disappear behind plan-specific upgrade prompts as long as they're inside the 12-month storage horizon. Content Desk keeps your edits. Adding a URL story is less brittle. If a page has thin metadata or extraction is partial, HeyNews keeps the title, details, tags, and content you entered. You can also edit

... Hello everyone I'm a software engineer currently switching jobs, and the prep process has been frustrating. Editing my resume in one tool, asking ChatGPT for suggestions in another tab, never really knowing if my resume was landing the right signals for the roles I was targeting, and practicing answers only in my head with no idea whether they were actually comprehensive enough. So I built a job prep workspace that puts resume editing

... YouTube" - "Add cinematic color grading and auto-duck the background music under speech" How it works: 1. You describe your goal 2. The AI analyzes your current project (tracks, clips, transcript, duration) 3. It returns a multi-step editing plan with 19 possible action types 4. You review each step, then click Execute 5. Steps run sequentially with live progress cancel anytime We added 6 quick presets for common workflows. The whole thing runs through your local LLM no cloud ... ... footage, your AI models, your rules. Self-host on a $20/mo server or run it on your laptop. MIT licensed. What would you want the Co-Pilot to do next? Comment from Jim Jeffers(@jim_jeffers): Local-first AI editing

... v2.1 is now available. This update focuses on making AI Creator much more useful for real-world content workflows. You can now start from common business files PDFs, slides, spreadsheets, documents, images, or text prompts and turn them into editable HTML pages that can still be refined visually in HtmlDrag. Here is what changed in v2.1: Feature Updates - AI Creator now supports more file formats Start from PDF, PPT/PPTX, Excel/XLSX, CSV, Word, Markdown, TXT, images, or custom input, and turn ... ... source material into an editable

... this guide isn't just a quick summary. We're going to go deep. We'll explain exactly what Snaply is, how it works, why privacy matters so much for dictation tools, how it stacks up against every major alternative, who it's best for, and how to get the most out of it. Whether you're a solo professional, part of a team, or evaluating dictation software for an enterprise deployment, this is the most complete breakdown ... ... find. Table of Contents Why AI Dictation Matters in 2026 What Makes a Truly Great Dictation App What Is Snaply? Snaply's Core Features: In Depth Why Privacy Is Non-Negotiable for Dictation Snaply vs

... pain points that most traditional photo editors (like Adobe Lightroom or Remini) don t handle well especially when it comes to privacy, speed, and offline capability. Here s what it does differently (and better): 1. Privacy first editing (biggest differentiator) Most AI photo tools: Upload your images to cloud servers Process them remotely Store or analyze your data RendrFlow: Works entirely on-device No uploads, no accounts, no tracking This solves concerns around: Personal or sensitive photos leaking Data misuse ... ... surveillance Needing internet just to edit

... Hello everyone, This one cuts a little deeper. It's about self-editing. And self-rejection. I think most of us suffer from it. "I could never do that." "I could never say that." "I could never start that." "I could never ask that." I hear it all the time. Usually in response to things I'm doing - which, if you keep reading, you'll find deeply ironic. When I left my job to build @Meet-Ting , my co-workers ... ... about to be executed. So no, this isn't a piece from someone who has transcended fear. Which is why I feel pretty confident saying this: even if not everyone experiences the anxiety side of it, almost everyone self-edits

... healthy. Here's the batching approach I've seen work best for weekly podcast production. The problem with "one episode at a time": You context-switch constantly. Monday you're writing, Tuesday you're recording, Wednesday you're editing, Thursday you're publishing. Every day is a different tool, a different mindset. You never build momentum. The assembly line approach: Pick one day per task. Do that task for multiple episodes at once. Monday: Write 4 scripts. Just write ... ... record, don't edit